{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "对AirPassengers数据集进行处理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#将AirPassengers数据转换成环比值\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "ap = pd.read_csv(\"http://image.cador.cn/data/AirPassengers.csv\")\n",
    "ap_chain = ap.passengers[1:ap.shape[0]].values/ap.passengers[0:(ap.shape[0]-1)].values\n",
    "plt.figure(figsize=(15,3))\n",
    "plt.plot(range(1,ap.shape[0]),ap_chain,'ko-')\n",
    "plt.plot([0,ap.shape[0]],[1,1],'--',c='gray')\n",
    "\n",
    "# 这里+1的原因是，前面计算环比时，错开一位\n",
    "xindex=[x+1 for x in range(0,ap.shape[0],20)]\n",
    "plt.xticks(xindex,ap.loc[xindex,:].apply(lambda x:str(x['year'])+'-'+str(x['month']),axis=1).values,rotation=45)\n",
    "plt.xlabel(\"year-month\",fontsize=14)\n",
    "plt.ylabel(\"ap chain ratio\",fontsize=14)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "将环比值按分布区间等分成4份，进行离散化处理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dez</th>\n",
       "      <th>lab</th>\n",
       "      <th>chain</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>(1.025, 1.138]</td>\n",
       "      <td>C</td>\n",
       "      <td>1.053571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>(1.025, 1.138]</td>\n",
       "      <td>C</td>\n",
       "      <td>1.118644</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>(0.913, 1.025]</td>\n",
       "      <td>B</td>\n",
       "      <td>0.977273</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>(0.913, 1.025]</td>\n",
       "      <td>B</td>\n",
       "      <td>0.937984</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>(1.025, 1.138]</td>\n",
       "      <td>C</td>\n",
       "      <td>1.115702</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              dez lab     chain\n",
       "0  (1.025, 1.138]   C  1.053571\n",
       "1  (1.025, 1.138]   C  1.118644\n",
       "2  (0.913, 1.025]   B  0.977273\n",
       "3  (0.913, 1.025]   B  0.937984\n",
       "4  (1.025, 1.138]   C  1.115702"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ap_chain_dez = pd.cut(ap_chain,bins=4,include_lowest=True)\n",
    "ap_chain_lab = pd.cut(ap_chain,bins=4,include_lowest=True,labels=[\"A\",\"B\",\"C\",\"D\"])\n",
    "out = pd.DataFrame({\"dez\":ap_chain_dez, \"lab\":ap_chain_lab, \"chain\": ap_chain})\n",
    "out.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "自定义 arules_parse 函数 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "def arules_parse(association_results):\n",
    "    freq_items = list()\n",
    "    freq_items_support = list()\n",
    "    left_items = list()\n",
    "    right_items = list()\n",
    "    conf = list()\n",
    "    lift = list()\n",
    "    rule_support = list()\n",
    "    for item in association_results:\n",
    "        freq_items.append(\",\".join(item[0]))\n",
    "        freq_items_support.append(item[1])\n",
    "        for e in item[2]:\n",
    "            left_items.append(\",\".join(e[0]))\n",
    "            right_items.append(\",\".join(e[1]))\n",
    "            conf.append(e[2])\n",
    "            lift.append(e[3])\n",
    "            rule_support.append(item[1])\n",
    "    return {\n",
    "        \"freq_items\":pd.DataFrame({'items':freq_items, 'support':freq_items_support}),\n",
    "        \"rules\":pd.DataFrame({'left':left_items, 'right':right_items,'support':rule_support,'conf':conf,'lift':lift})\n",
    "    }"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "使用Apriori算法，从中提取可用的规则"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>left</th>\n",
       "      <th>right</th>\n",
       "      <th>support</th>\n",
       "      <th>conf</th>\n",
       "      <th>lift</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>81</td>\n",
       "      <td>X9=A,X4=B</td>\n",
       "      <td>X10=A</td>\n",
       "      <td>0.111111</td>\n",
       "      <td>0.923077</td>\n",
       "      <td>4.153846</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>88</td>\n",
       "      <td>X8=A,X3=B</td>\n",
       "      <td>X9=A</td>\n",
       "      <td>0.101852</td>\n",
       "      <td>0.916667</td>\n",
       "      <td>4.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>82</td>\n",
       "      <td>X6=A,X1=B</td>\n",
       "      <td>X7=A</td>\n",
       "      <td>0.101852</td>\n",
       "      <td>0.916667</td>\n",
       "      <td>4.304348</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>85</td>\n",
       "      <td>X7=A,X2=B</td>\n",
       "      <td>X8=A</td>\n",
       "      <td>0.101852</td>\n",
       "      <td>0.916667</td>\n",
       "      <td>4.304348</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>80</td>\n",
       "      <td>X10=A,X9=A</td>\n",
       "      <td>X4=B</td>\n",
       "      <td>0.111111</td>\n",
       "      <td>0.857143</td>\n",
       "      <td>2.436090</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          left  right   support      conf      lift\n",
       "81   X9=A,X4=B  X10=A  0.111111  0.923077  4.153846\n",
       "88   X8=A,X3=B   X9=A  0.101852  0.916667  4.125000\n",
       "82   X6=A,X1=B   X7=A  0.101852  0.916667  4.304348\n",
       "85   X7=A,X2=B   X8=A  0.101852  0.916667  4.304348\n",
       "80  X10=A,X9=A   X4=B  0.111111  0.857143  2.436090"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "#构建数据集\n",
    "winSize=10\n",
    "con_df = pd.DataFrame([out.lab[i:(i+winSize)].values.tolist() for i in range(ap_chain.shape[0]-winSize+1)],\n",
    "                      columns=[\"X\"+str(x+1) for x in range(10)])\n",
    "\n",
    "#由于数据都是按时间先后顺序整理的，因此可用前80%提取规则，用后20%验证规则\n",
    "con_train = con_df.loc[0:int(con_df.shape[0]*0.8),:]\n",
    "con_test = con_df.loc[(con_train.shape[0]-1):(con_df.shape[0]-1),:]\n",
    "\n",
    "#使用Apriori算法，提取关联规则\n",
    "from apyori import apriori\n",
    "transactions = con_train.apply(lambda x:(x.index+'='+x.values).tolist(),axis=1).values\n",
    "association_rules = apriori(transactions, min_support=0.1, \n",
    "                            min_confidence=0.5, min_lift=1, min_length=2)  \n",
    "arules_out = arules_parse(list(association_rules))\n",
    "display(arules_out['rules'].sort_values('conf',ascending=False).head())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "使用 X9=A,X4=B}=>{X10=A} 规则 在验证集con_test上进行验证"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "100%\n"
     ]
    }
   ],
   "source": [
    "tmp = con_test.query(\"X4=='B' and X9=='A'\")\n",
    "print(\"%d%%\"%(100*sum(tmp[\"X10\"]=='A')/tmp.shape[0]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "使用Python中的networkx库来绘制关系网络图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import networkx as nx\n",
    "import matplotlib.pyplot as plt\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "# 声明变量，tuple_list用于存放所有的边，nodes_color，nodes_size分别存放节点的颜色和大小\n",
    "# edges_size存放边的大小\n",
    "tuple_list,nodes_color,nodes_size, edges_size= [],{},{},{}\n",
    "#自定义行处理函数\n",
    "def row_proc(row):\n",
    "    tmp_edges = []\n",
    "    [tmp_edges.append((x,str(row.name))) for x in row['left'].split(\",\")]\n",
    "    [tmp_edges.append((str(row.name),x)) for x in row['right'].split(\",\")]\n",
    "    for e in row['left'].split(\",\") + row['right'].split(\",\") :\n",
    "        if e not in nodes_color:\n",
    "            nodes_color[e]=0\n",
    "            nodes_size[e]=600\n",
    "    #使用提升度来表示节点的颜色，颜色越深，提升度越大\n",
    "    nodes_color[str(row.name)]=row['lift']\n",
    "    #使用置信度来表示节点的大小，节点越大，置信度也就越大\n",
    "    nodes_size[str(row.name)]=2**(row['conf']*10)*3\n",
    "    #使用边的大小来表示规则的支持度，边越粗，支持度越大\n",
    "    for k in tmp_edges:\n",
    "        edges_size[k]=row['support']*20\n",
    "    tuple_list.extend(tmp_edges)\n",
    "    \n",
    "arules_out['rules'].apply(row_proc,axis=1)\n",
    "plt.figure(figsize=(10,10))\n",
    "# 建立有向图\n",
    "G = nx.DiGraph()\n",
    "G.add_edges_from(tuple_list)\n",
    "pos = nx.kamada_kawai_layout(G)\n",
    "colors = [nodes_color.get(node) for node in G.nodes()]\n",
    "sizes = [nodes_size.get(node) for node in G.nodes()]\n",
    "widths =[edges_size.get(edge) for edge in G.edges()]\n",
    "nx.draw(G, pos,cmap=plt.get_cmap('Greys'),with_labels=True,width=widths,\n",
    "        node_color=colors,node_size=sizes,edge_color='lightgray',font_color= \"lightgray\")\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
